CA2871616C - Techniques de desagregation d'energie destinees a des donnees a basse resolution sur la consommation d'energie domestique - Google Patents
Techniques de desagregation d'energie destinees a des donnees a basse resolution sur la consommation d'energie domestique Download PDFInfo
- Publication number
- CA2871616C CA2871616C CA2871616A CA2871616A CA2871616C CA 2871616 C CA2871616 C CA 2871616C CA 2871616 A CA2871616 A CA 2871616A CA 2871616 A CA2871616 A CA 2871616A CA 2871616 C CA2871616 C CA 2871616C
- Authority
- CA
- Canada
- Prior art keywords
- data
- energy consumption
- appliance
- specific
- house
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B15/00—Systems controlled by a computer
- G05B15/02—Systems controlled by a computer electric
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—ELECTRIC POWER NETWORKS; CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for AC mains or AC distribution networks
- H02J3/12—Arrangements for adjusting voltage in AC networks by changing a characteristic of the network load
- H02J3/14—Arrangements for adjusting voltage in AC networks by changing a characteristic of the network load by switching loads on to, or off from, the networks, e.g. progressively balanced loading
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01D—MEASURING NOT SPECIALLY ADAPTED FOR A SPECIFIC VARIABLE; ARRANGEMENTS FOR MEASURING TWO OR MORE VARIABLES NOT COVERED IN A SINGLE OTHER SUBCLASS; TARIFF METERING APPARATUS; MEASURING OR TESTING NOT OTHERWISE PROVIDED FOR
- G01D2204/00—Indexing scheme relating to details of tariff-metering apparatus
- G01D2204/20—Monitoring; Controlling
- G01D2204/24—Identification of individual loads, e.g. by analysing current/voltage waveforms
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B2219/00—Program-control systems
- G05B2219/20—Pc systems
- G05B2219/26—Pc applications
- G05B2219/2642—Domotique, domestic, home control, automation, smart house
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—ELECTRIC POWER NETWORKS; CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J2105/00—Networks for supplying or distributing electric power characterised by their spatial reach or by the load
- H02J2105/40—Networks for supplying or distributing electric power characterised by their spatial reach or by the load characterised by the loads connecting to the networks or being supplied by the networks
- H02J2105/42—Home appliances
-
- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—ELECTRIC POWER NETWORKS; CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J2105/00—Networks for supplying or distributing electric power characterised by their spatial reach or by the load
- H02J2105/61—Load identification
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02B—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
- Y02B70/00—Technologies for an efficient end-user side electric power management and consumption
- Y02B70/30—Systems integrating technologies related to power network operation and communication or information technologies for improving the carbon footprint of the management of residential or tertiary loads, i.e. smart grids as climate change mitigation technology in the buildings sector, including also the last stages of power distribution and the control, monitoring or operating management systems at local level
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02B—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
- Y02B70/00—Technologies for an efficient end-user side electric power management and consumption
- Y02B70/30—Systems integrating technologies related to power network operation and communication or information technologies for improving the carbon footprint of the management of residential or tertiary loads, i.e. smart grids as climate change mitigation technology in the buildings sector, including also the last stages of power distribution and the control, monitoring or operating management systems at local level
- Y02B70/3225—Demand response systems, e.g. load shedding, peak shaving
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02B—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
- Y02B90/00—Enabling technologies or technologies with a potential or indirect contribution to GHG emissions mitigation
- Y02B90/20—Smart grids as enabling technology in buildings sector
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S20/00—Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S20/00—Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
- Y04S20/20—End-user application control systems
- Y04S20/222—Demand response systems, e.g. load shedding, peak shaving
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S20/00—Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
- Y04S20/20—End-user application control systems
- Y04S20/242—Home appliances
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S20/00—Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
- Y04S20/30—Smart metering, e.g. specially adapted for remote reading
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- General Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Software Systems (AREA)
- Medical Informatics (AREA)
- Evolutionary Computation (AREA)
- Health & Medical Sciences (AREA)
- Artificial Intelligence (AREA)
- Power Engineering (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
La présente invention concerne d'une manière générale des procédés de désagrégation de données à basse résolution sur la consommation d'énergie domestique. Conformément à certains modes de réalisation de la présente invention, les procédés peuvent inclure des étapes de : réception sur un processeur du profil domestique à basse résolution ; communication de façon sélective avec une première base de données comprenant des informations non électriques ; communication de façon sélective avec une seconde base de données comprenant des données sur la formation ; et détermination par le processeur en fonction du profil domestique à basse résolution, des données d'informations non électriques et des données sur la formation, et des profils individuels de charge d'appareil pour un ou plusieurs appareils.
Applications Claiming Priority (7)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201261638265P | 2012-04-25 | 2012-04-25 | |
| US61/638,265 | 2012-04-25 | ||
| US201361754436P | 2013-01-18 | 2013-01-18 | |
| US61/754,436 | 2013-01-18 | ||
| US13/870,838 US10114347B2 (en) | 2012-04-25 | 2013-04-25 | Energy disaggregation techniques for low resolution whole-house energy consumption data |
| US13/870,838 | 2013-04-25 | ||
| PCT/US2013/038268 WO2013163460A1 (fr) | 2012-04-25 | 2013-04-25 | Techniques de désagrégation d'énergie destinées à des données à basse résolution sur la consommation d'énergie domestique |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CA2871616A1 CA2871616A1 (fr) | 2013-10-31 |
| CA2871616C true CA2871616C (fr) | 2019-10-08 |
Family
ID=49478004
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CA2871616A Active CA2871616C (fr) | 2012-04-25 | 2013-04-25 | Techniques de desagregation d'energie destinees a des donnees a basse resolution sur la consommation d'energie domestique |
Country Status (5)
| Country | Link |
|---|---|
| US (2) | US10114347B2 (fr) |
| EP (1) | EP2842011A4 (fr) |
| AU (1) | AU2013251524B2 (fr) |
| CA (1) | CA2871616C (fr) |
| WO (1) | WO2013163460A1 (fr) |
Families Citing this family (67)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9612286B2 (en) * | 2011-02-04 | 2017-04-04 | Bidgely Inc. | Systems and methods for improving the accuracy of appliance level disaggregation in non-intrusive appliance load monitoring techniques |
| EP2842011A4 (fr) | 2012-04-25 | 2016-05-04 | Bidgely Inc | Techniques de désagrégation d'énergie destinées à des données à basse résolution sur la consommation d'énergie domestique |
| KR20140089272A (ko) * | 2013-01-04 | 2014-07-14 | 삼성전자주식회사 | 스마트 장치 및 이를 이용한 홈 네트워크 시스템 |
| US20140277809A1 (en) * | 2013-03-18 | 2014-09-18 | Hjalmar Nilsonne | Method and System for Energy Savings |
| US9542510B2 (en) * | 2013-08-07 | 2017-01-10 | International Business Machines Corporation | Detecting appliances in a building from coarse grained meter data with partial label |
| EP3071981A4 (fr) * | 2013-11-18 | 2017-05-03 | Bidgely Inc. | Améliorations de techniques d'analyse détaillée d'une énergie associées à des données de consommation d'énergie de l'ensemble d'une maison |
| WO2015073997A2 (fr) * | 2013-11-18 | 2015-05-21 | Bidgely Inc. | Améliorations de techniques d'analyse détaillée d'une énergie associées à des données de consommation d'énergie de l'ensemble d'une maison |
| US9900177B2 (en) | 2013-12-11 | 2018-02-20 | Echostar Technologies International Corporation | Maintaining up-to-date home automation models |
| US9769522B2 (en) | 2013-12-16 | 2017-09-19 | Echostar Technologies L.L.C. | Methods and systems for location specific operations |
| CH709232A1 (fr) * | 2014-02-06 | 2015-08-14 | Suisse Electronique Microtech | Méthode pour extraire des signaux de puissance électrique d'un signal mélangé alimentant une pluralité d'appareils électriques distincts. |
| US9092741B1 (en) | 2014-04-21 | 2015-07-28 | Amber Flux Private Limited | Cognitive platform and method for energy management for enterprises |
| US9417092B2 (en) * | 2014-04-25 | 2016-08-16 | Samsung Electronics Co., Ltd. | Automatic fixture monitoring using mobile location and sensor data with smart meter data |
| US9889759B1 (en) | 2014-05-12 | 2018-02-13 | Sacramento Municipal Utility District | Market-adaptive detection of plug-in electric vehicle charging using whole house energy metering data |
| US9811102B2 (en) * | 2014-07-31 | 2017-11-07 | Antonino Gulli' | System and methods for monitoring and reducing the consumption of electricity with a network of smart sensors |
| US11435772B2 (en) | 2014-09-04 | 2022-09-06 | Bidgely, Inc. | Systems and methods for optimizing energy usage using energy disaggregation data and time of use information |
| US20160070285A1 (en) * | 2014-09-04 | 2016-03-10 | Abhay Gupta | Systems and Methods for Managing Energy Usage Using Disaggregated Energy Data |
| US9989507B2 (en) * | 2014-09-25 | 2018-06-05 | Echostar Technologies International Corporation | Detection and prevention of toxic gas |
| US9511259B2 (en) | 2014-10-30 | 2016-12-06 | Echostar Uk Holdings Limited | Fitness overlay and incorporation for home automation system |
| US9983011B2 (en) | 2014-10-30 | 2018-05-29 | Echostar Technologies International Corporation | Mapping and facilitating evacuation routes in emergency situations |
| US11301771B2 (en) * | 2014-11-21 | 2022-04-12 | C3.Ai, Inc. | Systems and methods for determining disaggregated energy consumption based on limited energy billing data |
| US9967614B2 (en) | 2014-12-29 | 2018-05-08 | Echostar Technologies International Corporation | Alert suspension for home automation system |
| US10346933B2 (en) | 2015-02-12 | 2019-07-09 | C3 Iot, Inc. | Systems and methods for regression-based determination of expected energy consumption and efficient energy consumption |
| US9948477B2 (en) | 2015-05-12 | 2018-04-17 | Echostar Technologies International Corporation | Home automation weather detection |
| US9946857B2 (en) | 2015-05-12 | 2018-04-17 | Echostar Technologies International Corporation | Restricted access for home automation system |
| FR3036524B1 (fr) * | 2015-05-22 | 2018-07-06 | Wattgo | Procede d'identification d'une structure de donnees representative d'une consommation de fluide, dispositif et programme d'ordinateur correspondant |
| US9960980B2 (en) | 2015-08-21 | 2018-05-01 | Echostar Technologies International Corporation | Location monitor and device cloning |
| US20170089960A1 (en) * | 2015-09-30 | 2017-03-30 | Fujitsu Limited | Electricity load disaggregation |
| US10572797B2 (en) * | 2015-10-27 | 2020-02-25 | Pusan National University Industry—University Cooperation Foundation | Apparatus and method for classifying home appliances based on power consumption using deep learning |
| US9996066B2 (en) | 2015-11-25 | 2018-06-12 | Echostar Technologies International Corporation | System and method for HVAC health monitoring using a television receiver |
| US10101717B2 (en) | 2015-12-15 | 2018-10-16 | Echostar Technologies International Corporation | Home automation data storage system and methods |
| US10091017B2 (en) | 2015-12-30 | 2018-10-02 | Echostar Technologies International Corporation | Personalized home automation control based on individualized profiling |
| US10060644B2 (en) | 2015-12-31 | 2018-08-28 | Echostar Technologies International Corporation | Methods and systems for control of home automation activity based on user preferences |
| US10073428B2 (en) | 2015-12-31 | 2018-09-11 | Echostar Technologies International Corporation | Methods and systems for control of home automation activity based on user characteristics |
| WO2017153997A1 (fr) * | 2016-03-08 | 2017-09-14 | Grid4C | Désagrégation d'utilisation d'appareil à partir de données de compteur électrique |
| US9882736B2 (en) | 2016-06-09 | 2018-01-30 | Echostar Technologies International Corporation | Remote sound generation for a home automation system |
| US10294600B2 (en) | 2016-08-05 | 2019-05-21 | Echostar Technologies International Corporation | Remote detection of washer/dryer operation/fault condition |
| US10049515B2 (en) | 2016-08-24 | 2018-08-14 | Echostar Technologies International Corporation | Trusted user identification and management for home automation systems |
| US10630502B2 (en) | 2016-12-15 | 2020-04-21 | Bidgely Inc. | Low frequency energy disaggregation techniques |
| US20180238572A1 (en) * | 2017-02-21 | 2018-08-23 | Sunpower Corporation | Modeling and controlling heating, ventilation, and air conditioning systems |
| US10935405B1 (en) | 2017-05-12 | 2021-03-02 | Alarm.Com Incorporated | Disaggregation of water consumption data |
| DE102017112505A1 (de) * | 2017-06-07 | 2018-12-13 | Innogy Se | Verfahren zum Betreiben eines thermischen Verbrauchssystems |
| FR3075933B1 (fr) * | 2017-12-22 | 2020-01-24 | Electricite De France | Procede de pilotage de ballons d'eau chaude sanitaire |
| US10794609B2 (en) * | 2018-02-05 | 2020-10-06 | Mitsubishi Electric Research Laboratories, Inc. | Methods and systems for personalized heating, ventilation, and air conditioning |
| WO2019236061A1 (fr) * | 2018-06-05 | 2019-12-12 | Bidgely Inc. | Procédé et système de désagrégation d'un profil d'énergie d'un ou plusieurs appareils installés dans une maison à compteur non intelligente |
| US11381081B2 (en) * | 2018-09-28 | 2022-07-05 | Clarity Grid Solutions, Inc. | Systems and methods for energy-related load optimization |
| US11526827B2 (en) | 2018-09-28 | 2022-12-13 | The Regents Of The University Of California | Non-intrusive workflow assessment (NIWA) for manufacturing optimization |
| DE102019202440A1 (de) * | 2019-02-22 | 2020-08-27 | Siemens Aktiengesellschaft | Verfahren zur Ermittlung eines thermischen Verbrauches eines Energiesystems, Energiemanagementsystem sowie Energiesystem |
| EP3748555B1 (fr) * | 2019-06-05 | 2023-11-22 | Tata Consultancy Services Limited | Procédé et système pour la désagrégation de charge électrique à faible vitesse d'échantillonnage |
| CN112152667A (zh) | 2019-06-11 | 2020-12-29 | 华为技术有限公司 | 一种识别电器的方法及装置 |
| US11662267B2 (en) | 2019-06-14 | 2023-05-30 | Alarm.Com Incorporated | Smart water valve |
| US11636356B2 (en) | 2019-11-27 | 2023-04-25 | Oracle International Corporation | Non-intrusive load monitoring using machine learning and processed training data |
| US11593645B2 (en) | 2019-11-27 | 2023-02-28 | Oracle International Corporation | Non-intrusive load monitoring using machine learning |
| US11544632B2 (en) * | 2019-11-27 | 2023-01-03 | Oracle International Corporation | Non-intrusive load monitoring using ensemble machine learning techniques |
| US11334035B2 (en) * | 2019-12-04 | 2022-05-17 | Budderfly, Inc. | Machine learning application to predictive energy management |
| US11889925B2 (en) | 2020-01-03 | 2024-02-06 | Sleep Number Corporation | Bed microclimate control in multiple zones |
| US12181374B2 (en) | 2020-07-24 | 2024-12-31 | Alarm.Com Incorporated | Dynamic water leak detection |
| GB202011663D0 (en) * | 2020-07-28 | 2020-09-09 | Arbnco Ltd | Energy disaggregation methods and systems |
| US10983496B1 (en) | 2020-10-13 | 2021-04-20 | King Abdulaziz University | Apparatus and method for non-intrusive load monitoring aided hybrid high and low frequency approaches |
| US11688923B2 (en) | 2020-12-04 | 2023-06-27 | Honeywell International Inc. | LTE antenna optimized for North American electricity meters |
| US12181500B2 (en) | 2021-05-13 | 2024-12-31 | Honeywell International Inc. | EMI resistant, optimized antenna |
| US11860194B2 (en) * | 2021-05-13 | 2024-01-02 | Honeywell International Inc. | Socket-jaw protection module for a meter |
| CN113469502B (zh) * | 2021-06-08 | 2023-08-15 | 广西大学 | 一种基于字典学习的区别分组非侵入式负荷分解方法 |
| US11893487B2 (en) * | 2021-06-23 | 2024-02-06 | Oracle International Corporation | Trained models for discovering target device presence |
| US11762010B2 (en) | 2021-10-15 | 2023-09-19 | Sacramento Municipal Utility District | Systems and methods for energy diagnostics to identify equipment malfunctions |
| DE102022106132A1 (de) * | 2022-03-16 | 2023-09-21 | Bayerische Motoren Werke Aktiengesellschaft | Elektrifiziertes Kraftfahrzeug mit einer zentralen komponentenspezifischen Energieüberwachung |
| US12518137B2 (en) | 2022-08-10 | 2026-01-06 | Oracle International Corporation | Targeted energy usage device presence detection using multiple trained machine learning models |
| US20240175906A1 (en) * | 2022-11-29 | 2024-05-30 | Utilidata, Inc. | Real-time electric vehicle charging detection |
Family Cites Families (155)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US4858141A (en) * | 1986-04-14 | 1989-08-15 | Massachusetts Institute Of Technology | Non-intrusive appliance monitor apparatus |
| FR2752944B1 (fr) | 1996-09-03 | 1998-10-16 | Schneider Electric Sa | Dispositif de detection preventive de defauts avec reconnaissance du type de charge |
| FR2756049B1 (fr) | 1996-11-18 | 1998-12-31 | Schneider Electric Sa | Dispositif de detection preventive de defauts avec identification du type de charge |
| US6529839B1 (en) | 1998-05-28 | 2003-03-04 | Retx.Com, Inc. | Energy coordination system |
| US6891838B1 (en) | 1998-06-22 | 2005-05-10 | Statsignal Ipc, Llc | System and method for monitoring and controlling residential devices |
| ATE367584T1 (de) | 2000-04-12 | 2007-08-15 | Central Res Inst Elect | System und verfahren zur abschätzung des stromverbrauchs eines elektrischen geräts und abnormalitätswarnungssystem damit |
| US6836737B2 (en) | 2000-08-09 | 2004-12-28 | Statsignal Systems, Inc. | Systems and methods for providing remote monitoring of consumption for a utility meter |
| US6906617B1 (en) | 2000-11-17 | 2005-06-14 | Koninklijke Philips Electronics N.V. | Intelligent appliance home network |
| US6993417B2 (en) | 2001-09-10 | 2006-01-31 | Osann Jr Robert | System for energy sensing analysis and feedback |
| US6937946B1 (en) | 2001-12-04 | 2005-08-30 | The Texas A&M University System | System and method for remote identification of energy consumption systems and components |
| US20030229572A1 (en) | 2001-12-28 | 2003-12-11 | Icf Consulting | Measurement and verification protocol for tradable residential emissions reductions |
| US6850735B2 (en) | 2002-04-22 | 2005-02-01 | Cognio, Inc. | System and method for signal classiciation of signals in a frequency band |
| US6963731B2 (en) | 2002-09-27 | 2005-11-08 | Zyxel Communications Corporation | Signal strength display device for wireless hub |
| EP1593072A2 (fr) | 2003-02-07 | 2005-11-09 | Power Measurement Ltd | Procede et systeme de calcul et de distribution de couts d'utilite |
| US20050065893A1 (en) | 2003-09-19 | 2005-03-24 | The Alliance Group Of Texas | System and Method for Commingled Remittance Payment Processing |
| US8234876B2 (en) | 2003-10-15 | 2012-08-07 | Ice Energy, Inc. | Utility managed virtual power plant utilizing aggregated thermal energy storage |
| CA2450984C (fr) | 2003-11-26 | 2007-02-13 | Triacta Power Technologies Inc. | Methode et appareil permettant de controler la consommation d'energie sur des circuits de distribution d'alimentation aux fins d'analyse centralisee |
| US7174260B2 (en) | 2004-04-01 | 2007-02-06 | Blue Line Innovations Inc. | System and method for reading power meters |
| MX2007008734A (es) * | 2005-01-18 | 2008-03-10 | Mc Energy Inc | Metodo y sistema para rastrear y presupuestar uso de energia. |
| US8183995B2 (en) | 2005-03-08 | 2012-05-22 | Jackson Kit Wang | Systems and methods for modifying power usage |
| US20070123166A1 (en) | 2005-11-29 | 2007-05-31 | Arnold Sheynman | System, method and apparatus for pre-pairing bluetooth enabled devices |
| JP4783181B2 (ja) | 2006-03-13 | 2011-09-28 | 株式会社東芝 | 行動予測装置 |
| WO2007139587A1 (fr) | 2006-05-26 | 2007-12-06 | The Board Of Regents Of The Nevada System Of Higher Education On Behalf Of The Desert Research Institute | Systèmes de surveillance de services et procédés d'utilisation |
| AU2007348242A1 (en) | 2007-03-08 | 2008-09-12 | Research Foundation Of The City University Of New York | Solar power plant and method and/or system of storing energy in a concentrated solar power plant |
| US7991513B2 (en) | 2007-05-08 | 2011-08-02 | Ecodog, Inc. | Electric energy bill reduction in dynamic pricing environments |
| US8176095B2 (en) | 2007-06-11 | 2012-05-08 | Lucid Design Group, Llc | Collecting, sharing, comparing, and displaying resource usage data |
| US7693670B2 (en) * | 2007-08-14 | 2010-04-06 | General Electric Company | Cognitive electric power meter |
| US8890505B2 (en) | 2007-08-28 | 2014-11-18 | Causam Energy, Inc. | System and method for estimating and providing dispatchable operating reserve energy capacity through use of active load management |
| US8094034B2 (en) | 2007-09-18 | 2012-01-10 | Georgia Tech Research Corporation | Detecting actuation of electrical devices using electrical noise over a power line |
| US20100064001A1 (en) | 2007-10-10 | 2010-03-11 | Power Takeoff, L.P. | Distributed Processing |
| US8255090B2 (en) | 2008-02-01 | 2012-08-28 | Energyhub | System and method for home energy monitor and control |
| US7716012B2 (en) | 2008-02-13 | 2010-05-11 | Bickel Jon A | Method for process monitoring in a utility system |
| US8239073B2 (en) | 2008-04-17 | 2012-08-07 | Asoka Usa Corporation | Systems and methods for controlling energy consumption |
| US20130035992A1 (en) | 2008-05-27 | 2013-02-07 | Kaspar Llc | Method and system for the more efficient utilization and conservation of energy and water resources |
| CA2728091A1 (fr) | 2008-06-25 | 2010-01-21 | Versify Solutions, Inc. | Agregateur, moyen de surveillance et gestionnaire de reponse a une demande repartie |
| US8014964B1 (en) | 2008-08-23 | 2011-09-06 | Khalsa Research and Consultancy Pty Ltd | Electrical power and energy measurement method and apparatus |
| WO2010025307A1 (fr) | 2008-08-27 | 2010-03-04 | Convia, Inc. | Système de gestion de distribution d’énergie |
| GB0816721D0 (en) | 2008-09-13 | 2008-10-22 | Daniel Simon R | Systems,devices and methods for electricity provision,usage monitoring,analysis and enabling improvements in efficiency |
| CA2749770C (fr) | 2009-01-14 | 2021-07-20 | Integral Analytics, Inc. | Optimisation de l'utilisation et de la distribution de l'energie dans des microreseaux |
| US9020769B2 (en) * | 2009-01-26 | 2015-04-28 | Geneva Cleantech Inc. | Automatic detection of appliances |
| EP2389617A4 (fr) | 2009-01-26 | 2015-02-25 | Geneva Cleantech Inc | Surveillance de la consommation d'énergie avec affichage à distance et détection automatique d'un appareil incluant une interface utilisateur graphique |
| CA2752094A1 (fr) | 2009-02-10 | 2010-08-19 | Chris Mrakas | Systeme et procede de gestion de fourniture de ressources |
| US8156055B2 (en) | 2009-05-04 | 2012-04-10 | ThinkEco, Inc. | System and method for utility usage, monitoring and management |
| US8275561B2 (en) | 2009-05-05 | 2012-09-25 | Home Comfort Zones, Inc. | Power monitoring and analysis system for identifying individual electrical devices |
| EP2427862B1 (fr) | 2009-05-08 | 2016-07-27 | Accenture Global Services Limited | Système d'analyse de la consommation d'énergie d'un bâtiment |
| CA2762163C (fr) | 2009-05-18 | 2017-12-12 | Alarm.Com Incorporated | Surveillance d'une commande et d'une energie d'un dispositif distant |
| US20100305889A1 (en) | 2009-05-27 | 2010-12-02 | General Electric Company | Non-intrusive appliance load identification using cascaded cognitive learning |
| US9104189B2 (en) | 2009-07-01 | 2015-08-11 | Mario E. Berges Gonzalez | Methods and apparatuses for monitoring energy consumption and related operations |
| US8209062B2 (en) | 2009-12-16 | 2012-06-26 | Robert Bosch Gmbh | Method for non-intrusive load monitoring using a hybrid systems state estimation approach |
| US8855830B2 (en) | 2009-08-21 | 2014-10-07 | Allure Energy, Inc. | Energy management system and method |
| GB2472251B8 (en) | 2009-07-30 | 2013-02-20 | Intelligent Sustainable Energy Ltd | Identifying the operation of a specified type of appliance |
| US20110046805A1 (en) | 2009-08-18 | 2011-02-24 | Honeywell International Inc. | Context-aware smart home energy manager |
| US8406933B2 (en) | 2009-08-18 | 2013-03-26 | Control4 Corporation | Systems and methods for estimating the effects of a request to change power usage |
| EP2290328B1 (fr) | 2009-08-24 | 2015-03-04 | Accenture Global Services Limited | Système de gestion des services publics |
| US20110082599A1 (en) | 2009-10-06 | 2011-04-07 | Makarand Shinde | Optimizing Utility Usage by Smart Monitoring |
| US9159042B2 (en) | 2009-10-23 | 2015-10-13 | Viridity Energy, Inc. | Facilitating revenue generation from data shifting by data centers |
| US8138626B2 (en) | 2009-10-25 | 2012-03-20 | Greenwave Reality, Pte Ltd. | Power node for energy management |
| US8660813B2 (en) | 2009-11-05 | 2014-02-25 | Opower, Inc. | Method and system for disaggregating heating and cooling energy use from other building energy use |
| US8344724B2 (en) | 2009-11-06 | 2013-01-01 | Massachusetts Institute Of Technology | Non-intrusive monitoring of power and other parameters |
| US20110112780A1 (en) * | 2009-11-06 | 2011-05-12 | David Moss | Electrical power consumption measuring system |
| US20130103656A1 (en) | 2009-11-12 | 2013-04-25 | Onzo Limited | Event identification |
| GB2476927B (en) | 2009-11-12 | 2012-01-11 | Onzo Ltd | Event identification |
| AU2010330657A1 (en) | 2009-12-10 | 2012-08-02 | Lowfoot Inc. | System, method and computer program for energy use management and reduction |
| US8311754B2 (en) | 2009-12-10 | 2012-11-13 | Home Comfort Zones | Power monitoring and analysis system for identifying and tracking individual electrical devices |
| US8340831B2 (en) | 2009-12-16 | 2012-12-25 | Robert Bosch Gmbh | Non-intrusive load monitoring system and method |
| US8369998B2 (en) | 2009-12-22 | 2013-02-05 | General Electric Company | Updating demand response settings |
| US8352082B2 (en) | 2009-12-31 | 2013-01-08 | Schneider Electric USA, Inc. | Methods and apparatuses for displaying energy savings from an HVAC system |
| JP5865842B2 (ja) | 2010-01-25 | 2016-02-17 | ジェネヴァ クリーンテック インコーポレイテッド | 歪み低減装置 |
| US8140193B2 (en) * | 2010-02-01 | 2012-03-20 | International Business Machines Corporation | Assessing, forecasting and simulating energy consumption of buildings using energy efficiency coefficients |
| EP2556416B1 (fr) | 2010-04-08 | 2017-01-11 | Energyresource Management Corp. | Système et procédé de mesure, d'ajustement et de monétisation d'économie d'énergie |
| WO2011128883A2 (fr) | 2010-04-15 | 2011-10-20 | University College Dublin - National University Of Ireland, Dublin | Système de contrôle d'énergie |
| CA2796507A1 (fr) | 2010-04-15 | 2011-10-20 | Yale University | Controle de coupure de consommation par detection d'etat de puissance |
| GB2479790B (en) | 2010-04-23 | 2012-03-07 | Alertme Com Ltd | Method of identifying the operation of a power consuming device from an aggregate power series |
| US8719186B2 (en) | 2010-05-17 | 2014-05-06 | Ennovationz Inc. | Historical utility consumption disaggregation |
| US20110282808A1 (en) | 2010-05-17 | 2011-11-17 | Ennovationz, Inc. | Utility consumption recommendation |
| KR20130081226A (ko) | 2010-06-04 | 2013-07-16 | 센서스 유에스에이 인크. | 비간섭 부하 모니터링 및 처리 방법 및 시스템 |
| US20110307200A1 (en) | 2010-06-11 | 2011-12-15 | Academia Sinica | Recognizing multiple appliance operating states using circuit-level electrical information |
| GB2481579B (en) | 2010-06-25 | 2014-11-26 | Enmodus Ltd | Monitoring of power-consumption |
| TWI423549B (zh) | 2010-07-02 | 2014-01-11 | Univ Nat Chiao Tung | 辨識電器狀態的電力監測裝置及其電力監測方法 |
| EP2603771A1 (fr) | 2010-08-10 | 2013-06-19 | Sensus USA Inc. | Compteur de service public comprenant un processeur de données identifiant la charge |
| US9190844B2 (en) | 2012-11-04 | 2015-11-17 | Bao Tran | Systems and methods for reducing energy usage |
| US8560133B2 (en) | 2010-09-01 | 2013-10-15 | General Electric Company | Energy smart system |
| US8738195B2 (en) | 2010-09-21 | 2014-05-27 | Intel Corporation | Inferencing energy usage from voltage droop |
| US9523718B2 (en) | 2010-09-22 | 2016-12-20 | Philips Lighting Holding B.V. | Disaggregation apparatus for identifying an appliance in an electrical network |
| US11378601B2 (en) | 2010-10-14 | 2022-07-05 | Signify Holding B.V. | Operational state determination apparatus |
| US10393778B2 (en) | 2010-10-20 | 2019-08-27 | Signify Holding B.V. | Disaggregation apparatus |
| WO2012065078A2 (fr) * | 2010-11-11 | 2012-05-18 | Rutgers, The State University Of New Jersey | Système et procédé de mesure et de régulation de la consommation électrique dans un bâtiment résidentiel ou commercial par l'intermédiaire d'une prise murale, afin d'y assurer une utilisation optimale de l'énergie |
| US8825215B2 (en) | 2010-11-17 | 2014-09-02 | General Electric Company | Power consumption compliance monitoring system and method |
| US8774143B2 (en) | 2010-11-18 | 2014-07-08 | General Electric Company | System and method of communication using a smart meter |
| WO2012075059A2 (fr) | 2010-12-02 | 2012-06-07 | Tenrehte Technologies, Inc. | Dispositif pour la connectivité de réseau d'un appareil |
| CN103998942A (zh) * | 2010-12-13 | 2014-08-20 | 美国弗劳恩霍夫股份公司 | 用于非侵入式负载监测的方法和系统 |
| US9094291B1 (en) | 2010-12-14 | 2015-07-28 | Symantec Corporation | Partial risk score calculation for a data object |
| US20130246109A1 (en) | 2010-12-15 | 2013-09-19 | Jhilmil Jain | System, article, and method for annotating resource variation |
| US20120166233A1 (en) | 2010-12-22 | 2012-06-28 | Alcatel-Lucent Usa Inc. | Method And Apparatus For Enhancing Consumer Awareness Of Utility Consumption And Cost Data |
| US20120166115A1 (en) | 2010-12-23 | 2012-06-28 | Nexgrid, Llc | Platform, system and method for energy profiling |
| US20120176252A1 (en) | 2011-01-12 | 2012-07-12 | Emerson Electric Co. | Apparatus and Method for Determining Load of Energy Consuming Appliances Within a Premises |
| JP5872589B2 (ja) | 2011-01-13 | 2016-03-01 | タタ コンサルタンシー サービシズ リミテッドTATA Consultancy Services Limited | 家電製品を用いてエネルギー消費量を効果的に管理する方法及びシステム |
| WO2012103138A1 (fr) | 2011-01-24 | 2012-08-02 | Geneva Cleantech Inc. | Détection automatique de dispositifs |
| JP5917566B2 (ja) | 2011-01-28 | 2016-05-18 | ザ ボード オブ リージェンツ オブ ザ ネバダ システム オブ ハイヤー エデュケーション オン ビハーフ オブ ザ デザート リサーチ インスティテュート | 信号同定の方法およびシステム |
| WO2012101610A1 (fr) | 2011-01-28 | 2012-08-02 | Koninklijke Philips Electronics N.V. | Appareil de désagrégation |
| WO2012101552A2 (fr) | 2011-01-28 | 2012-08-02 | Koninklijke Philips Electronics N.V. | Appareil de désagrégation |
| US9612286B2 (en) | 2011-02-04 | 2017-04-04 | Bidgely Inc. | Systems and methods for improving the accuracy of appliance level disaggregation in non-intrusive appliance load monitoring techniques |
| US20120246040A1 (en) | 2011-03-21 | 2012-09-27 | Nathan Bowman Littrell | Systems and methods for generating a bill |
| CN103748620A (zh) | 2011-04-22 | 2014-04-23 | 艾克潘尔基公司 | 用于分析能量使用的系统和方法 |
| US8812427B2 (en) | 2011-04-27 | 2014-08-19 | Hewlett-Packard Development Company, L.P. | System and method for disaggregating power load |
| DE102011017574A1 (de) | 2011-04-27 | 2012-10-31 | BSH Bosch und Siemens Hausgeräte GmbH | Energieverbrauchsermittlung für Hausgeräte in einem Verbund mehrerer Hausgeräte, die ein System bilden, sowie dazugehöriges Verfahren |
| US8466803B2 (en) | 2011-05-06 | 2013-06-18 | Greenwave Reality PTE, Ltd. | Smart meter emulation |
| GB2491109B (en) * | 2011-05-18 | 2014-02-26 | Onzo Ltd | Identification of a utility consumption event |
| WO2012160062A1 (fr) | 2011-05-23 | 2012-11-29 | Universite Libre De Bruxelles | Procédé de détection de transition pour contrôle de charge d'appareil électrique à réglage automatique et non intrusif |
| US8819018B2 (en) | 2011-05-24 | 2014-08-26 | Honeywell International Inc. | Virtual sub-metering using combined classifiers |
| JP2014535253A (ja) | 2011-05-26 | 2014-12-25 | アイス エナジー テクノロジーズ インコーポレーテッド | 統計的配電制御を用いたグリッド効率向上のためのシステムおよび装置 |
| US9331480B2 (en) | 2011-05-31 | 2016-05-03 | Cisco Technology, Inc. | Variable topology distributed intelligence for utility grid control operation services |
| GB2492071B (en) | 2011-06-17 | 2016-01-27 | Alertme Com Ltd | Method and system for energy modelling |
| CN102280935B (zh) | 2011-06-24 | 2014-05-14 | 中国科学院电工研究所 | 一种智能电网管理系统 |
| WO2013001395A1 (fr) | 2011-06-30 | 2013-01-03 | Koninklijke Philips Electronics N.V. | Identification de puissance active pour système de contrôle de charge |
| US20140149056A1 (en) | 2011-07-19 | 2014-05-29 | Koninklijke Philips N.V. | Multi-modal data improvement for power disaggregation systems |
| US9256908B2 (en) | 2011-08-19 | 2016-02-09 | International Business Machines Corporation | Utility consumption disaggregation using low sample rate smart meters |
| US9171190B2 (en) | 2011-09-02 | 2015-10-27 | General Electric Company | Appliance and method for data exchange in a household |
| US20140200725A1 (en) | 2011-09-12 | 2014-07-17 | Koninklijke Philips N.V. | Device and method for disaggregating a periodic input signal pattern |
| US8983670B2 (en) | 2011-09-14 | 2015-03-17 | Honeywell International Inc. | Energy consumption disaggregation system |
| WO2013042117A1 (fr) | 2011-09-19 | 2013-03-28 | Personetics Technologies Ltd. | Système et procédé d'évaluation d'intention d'un partenaire humain sur un dialogue entre un utilisateur humain et un système informatisé |
| WO2013043863A1 (fr) | 2011-09-20 | 2013-03-28 | The Trustees Of Columbia University In The City Of New York | Dispositif de commande stochastique adaptatif destiné à des bâtiments intelligents d'une grande efficacité énergétique |
| US9024617B2 (en) | 2011-09-23 | 2015-05-05 | Carrier Corporation | Non-intrusive electrical load monitoring |
| US8924604B2 (en) | 2011-09-26 | 2014-12-30 | Belkin International, Inc. | Systems and methods for data compression and feature extraction for the purpose of disaggregating loads on an electrical network |
| CA2753809A1 (fr) | 2011-09-29 | 2013-03-29 | General Electric Company | Systeme d'energie intelligent |
| US20130096987A1 (en) | 2011-10-06 | 2013-04-18 | Ut Battelle, Llc | Citizen engagement for energy efficient communities |
| US20130144451A1 (en) | 2011-10-25 | 2013-06-06 | San Diego State University Research Foundation | Residential and commercial energy management system |
| KR101893013B1 (ko) | 2011-10-28 | 2018-08-30 | 삼성전자주식회사 | 전력 관리 장치 및 그 제어 방법 |
| AU2012344680B2 (en) | 2011-11-29 | 2017-10-12 | Generac Power Systems, Inc. | Method and system for forecasting power requirements using granular metrics |
| US20120101653A1 (en) * | 2011-12-28 | 2012-04-26 | Bao Tran | Systems and methods for reducing energy usage, |
| US20150012147A1 (en) * | 2012-01-20 | 2015-01-08 | Energy Aware Technology Inc. | System and method of compiling and organizing power consumption data and converting such data into one or more user actionable formats |
| EP2842011A4 (fr) | 2012-04-25 | 2016-05-04 | Bidgely Inc | Techniques de désagrégation d'énergie destinées à des données à basse résolution sur la consommation d'énergie domestique |
| GB2502062A (en) | 2012-05-14 | 2013-11-20 | Toshiba Res Europ Ltd | Analysing power consumption of electrical appliances to determine a person's state of health |
| WO2014001979A1 (fr) | 2012-06-29 | 2014-01-03 | Koninklijke Philips N.V. | Appareil de surveillance de consommation d'énergie |
| WO2014013229A1 (fr) | 2012-07-16 | 2014-01-23 | Alertme.Com Ltd | Estimation de la consommation de combustible |
| EP2880655B8 (fr) | 2012-08-01 | 2016-12-14 | Dolby Laboratories Licensing Corporation | Filtrage centile de gains de réduction de bruit |
| EP2912477B1 (fr) | 2012-10-23 | 2018-08-29 | Philips Lighting Holding B.V. | Dispositif et procédé pour déterminer une représentation de puissance individuelle d'états de fonctionnement |
| US9489701B2 (en) | 2012-11-06 | 2016-11-08 | Ali Emadi | Adaptive energy management system |
| KR20140065897A (ko) | 2012-11-22 | 2014-05-30 | 삼성전자주식회사 | 전력 부하 모니터링 장치 및 방법 |
| US20140324240A1 (en) * | 2012-12-14 | 2014-10-30 | Alcatel-Lucent Usa Inc. | Method And System For Disaggregating Thermostatically Controlled Appliance Energy Usage From Other Energy Usage |
| US9625889B2 (en) | 2013-01-18 | 2017-04-18 | Bidgely Inc. | Applications of non-intrusive load monitoring and solar energy disaggregation |
| CN103280840A (zh) | 2013-06-17 | 2013-09-04 | 上海电力学院 | 一种分布式光伏储能系统及其工作方法 |
| WO2015073996A2 (fr) | 2013-11-15 | 2015-05-21 | Bidgely Inc. | Techniques d'analyse détaillée d'une énergie solaire associées à des données de consommation d'énergie de l'ensemble d'une maison |
| WO2015073997A2 (fr) | 2013-11-18 | 2015-05-21 | Bidgely Inc. | Améliorations de techniques d'analyse détaillée d'une énergie associées à des données de consommation d'énergie de l'ensemble d'une maison |
| US20150268281A1 (en) | 2014-03-19 | 2015-09-24 | Neurio Technology Inc. | System and method for monitoring, analyzing and acting upon electricity patterns |
| US10235662B2 (en) | 2014-07-01 | 2019-03-19 | Opower, Inc. | Unusual usage alerts |
| US20160018835A1 (en) | 2014-07-18 | 2016-01-21 | Retroficiency, Inc. | System and method for virtual energy assessment of facilities |
| US20170176967A1 (en) | 2014-07-25 | 2017-06-22 | Sony Corporation | Control apparatus, control method, information processing apparatus, information processing method, and program |
| US11435772B2 (en) | 2014-09-04 | 2022-09-06 | Bidgely, Inc. | Systems and methods for optimizing energy usage using energy disaggregation data and time of use information |
| US20160070285A1 (en) | 2014-09-04 | 2016-03-10 | Abhay Gupta | Systems and Methods for Managing Energy Usage Using Disaggregated Energy Data |
| US10175276B2 (en) | 2014-11-26 | 2019-01-08 | Sense Labs, Inc. | Identifying and categorizing power consumption with disaggregation |
| US10346933B2 (en) | 2015-02-12 | 2019-07-09 | C3 Iot, Inc. | Systems and methods for regression-based determination of expected energy consumption and efficient energy consumption |
| US20170315855A1 (en) | 2016-05-02 | 2017-11-02 | Agt International Gmbh | Method of detecting anomalies on appliances and system thereof |
| US10216959B2 (en) | 2016-08-01 | 2019-02-26 | Mitsubishi Electric Research Laboratories, Inc | Method and systems using privacy-preserving analytics for aggregate data |
| US20190050430A1 (en) | 2017-01-23 | 2019-02-14 | Bidgely Inc. | Systems and Methods for Disaggregating Appliance Loads |
-
2013
- 2013-04-25 EP EP13782568.3A patent/EP2842011A4/fr not_active Withdrawn
- 2013-04-25 US US13/870,838 patent/US10114347B2/en active Active
- 2013-04-25 CA CA2871616A patent/CA2871616C/fr active Active
- 2013-04-25 WO PCT/US2013/038268 patent/WO2013163460A1/fr not_active Ceased
- 2013-04-25 AU AU2013251524A patent/AU2013251524B2/en active Active
-
2018
- 2018-08-10 US US16/100,557 patent/US11036189B2/en active Active
Also Published As
| Publication number | Publication date |
|---|---|
| US20130289788A1 (en) | 2013-10-31 |
| EP2842011A4 (fr) | 2016-05-04 |
| US10114347B2 (en) | 2018-10-30 |
| US20180348711A1 (en) | 2018-12-06 |
| AU2013251524A1 (en) | 2014-12-04 |
| WO2013163460A1 (fr) | 2013-10-31 |
| EP2842011A1 (fr) | 2015-03-04 |
| AU2013251524B2 (en) | 2016-05-12 |
| CA2871616A1 (fr) | 2013-10-31 |
| US11036189B2 (en) | 2021-06-15 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US11036189B2 (en) | Energy disaggregation techniques for low resolution whole-house energy consumption data | |
| Zhang et al. | Forecasting residential energy consumption: Single household perspective | |
| US9625889B2 (en) | Applications of non-intrusive load monitoring and solar energy disaggregation | |
| Ardakanian et al. | Computing Electricity Consumption Profiles from Household Smart Meter Data. | |
| US9104189B2 (en) | Methods and apparatuses for monitoring energy consumption and related operations | |
| US9612286B2 (en) | Systems and methods for improving the accuracy of appliance level disaggregation in non-intrusive appliance load monitoring techniques | |
| US20140324240A1 (en) | Method And System For Disaggregating Thermostatically Controlled Appliance Energy Usage From Other Energy Usage | |
| US11533193B2 (en) | Low frequency energy disaggregation techniques | |
| Rodríguez Fernández et al. | Using the Big Data generated by the Smart Home to improve energy efficiency management | |
| Ploennigs et al. | Exploiting generalized additive models for diagnosing abnormal energy use in buildings | |
| Botman et al. | A scalable ensemble approach to forecast the electricity consumption of households | |
| Christantonis et al. | Data mining for smart cities: predicting electricity consumption by classification | |
| Al-Khadher et al. | An implementation framework overview of non-intrusive load monitoring | |
| Hedén | Predicting Hourly Residential Energy Consumption using Random Forest and Support Vector Regression: An Analysis of the Impact of Household Clustering on the Performance Accuracy | |
| US20190370913A1 (en) | Methods and Systems for Disaggregating Energy Profile for One or More Appliances Installed in a Non-Smart Meter Home | |
| Kreft et al. | Identifying electric water heaters from low-resolution smart meter data | |
| Hakiki et al. | Prediction of household electricity consumption using convolutional neural network | |
| Jaradat | Classifying appliances operation modes using dynamic time warping (DTW) and K nearest neighbors (KNN) | |
| Alisoltani et al. | Dynamic Modeling of Energy Demand in Educational Institutions Affected by COVID-19 and Energy Crisis | |
| Wenninger | Demand Response Management Using Machine Learning Methods | |
| WO2019236061A1 (fr) | Procédé et système de désagrégation d'un profil d'énergie d'un ou plusieurs appareils installés dans une maison à compteur non intelligente | |
| Forte et al. | Identification of Typical Time-Series House Consumption Profiles Based on Unsupervised Learning Techniques | |
| Akbari | Investigating the impact of households’ occupancy patterns and activity routines on daily load profiles: a data-driven approach | |
| Francica | Assessment of machine learning algorithms for the purpose of heat pump detection based on load profiles and temperature readings | |
| Wenninger | Demand Response Management Using Machine Learning Methods Lastverschiebung mit Hilfe von maschinellen Lernverfahren |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| EEER | Examination request |
Effective date: 20141024 |